Handling Imbalanced Dataset

[!question] How to handled imbalanced dataset?

• Oversampling
• Undersampling
• Create Synthetic examples
  • SMOTE
  • ADASYN
• Weighted Loss
• Use algorithms which are not susceptible to Imbalanced dataset
  • Decision Tree
  • Random Forest
  • Gradient Boosting